Metagenomic Sequencing of an In Vitro-Simulated Microbial Community

被引:151
作者
Morgan, Jenna L. [1 ,2 ,3 ]
Darling, Aaron E. [1 ,2 ]
Eisen, Jonathan A. [1 ,2 ,3 ]
机构
[1] Univ Calif Davis, Dept Med Microbiol & Immunol, Davis, CA 95616 USA
[2] Univ Calif Davis, Dept Ecol & Evolut, Davis, CA 95616 USA
[3] Joint Genome Inst, US DOE, Walnut Creek, CA USA
来源
PLOS ONE | 2010年 / 5卷 / 04期
关键词
HORIZONTAL GENE-TRANSFER; PHYLOGENETIC CLASSIFICATION; DNA; GENOME; EXTRACTION; SOILS; DIVERSITY; LIBRARIES; INFERENCE; ALIGNMENT;
D O I
10.1371/journal.pone.0010209
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Microbial life dominates the earth, but many species are difficult or even impossible to study under laboratory conditions. Sequencing DNA directly from the environment, a technique commonly referred to as metagenomics, is an important tool for cataloging microbial life. This culture-independent approach involves collecting samples that include microbes in them, extracting DNA from the samples, and sequencing the DNA. A sample may contain many different microorganisms, macroorganisms, and even free-floating environmental DNA. A fundamental challenge in metagenomics has been estimating the abundance of organisms in a sample based on the frequency with which the organism's DNA was observed in reads generated via DNA sequencing. Methodology/Principal Findings: We created mixtures of ten microbial species for which genome sequences are known. Each mixture contained an equal number of cells of each species. We then extracted DNA from the mixtures, sequenced the DNA, and measured the frequency with which genomic regions from each organism was observed in the sequenced DNA. We found that the observed frequency of reads mapping to each organism did not reflect the equal numbers of cells that were known to be included in each mixture. The relative organism abundances varied significantly depending on the DNA extraction and sequencing protocol utilized. Conclusions/Significance: We describe a new data resource for measuring the accuracy of metagenomic binning methods, created by in vitro-simulation of a metagenomic community. Our in vitro simulation can be used to complement previous in silico benchmark studies. In constructing a synthetic community and sequencing its metagenome, we encountered several sources of observation bias that likely affect most metagenomic experiments to date and present challenges for comparative metagenomic studies. DNA preparation methods have a particularly profound effect in our study, implying that samples prepared with different protocols are not suitable for comparative metagenomics.
引用
收藏
页数:10
相关论文
共 47 条
[1]   BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[2]  
[Anonymous], 4 INT C LIN CLUST CL
[3]   Complete genome of the cellulolytic thermophile Acidothermus cellulolyticus 11B provides insights into its ecophysiological and evolutionary adaptations [J].
Barabote, Ravi D. ;
Xie, Gary ;
Leu, David H. ;
Normand, Philippe ;
Necsulea, Anamaria ;
Daubin, Vincent ;
Medigue, Claudine ;
Adney, William S. ;
Xu, Xin Clare ;
Lapidus, Alla ;
Parales, Rebecca E. ;
Detter, Chris ;
Pujic, Petar ;
Bruce, David ;
Lavire, Celine ;
Challacombe, Jean F. ;
Brettin, Thomas S. ;
Berry, Alison M. .
GENOME RESEARCH, 2009, 19 (06) :1033-1043
[4]   High molecular weight DNA recovery from soils prerequisite for biotechnological metagenomic library construction [J].
Bertrand, H ;
Poly, F ;
Van, VT ;
Lombard, N ;
Nalin, R ;
Vogel, TM ;
Simonet, P .
JOURNAL OF MICROBIOLOGICAL METHODS, 2005, 62 (01) :1-11
[5]   Metagenomics: Exploring unseen communities [J].
Blow, Nathan .
NATURE, 2008, 453 (7195) :687-692
[6]   Regulated Polyploidy in Halophilic Archaea [J].
Breuert, Sebastian ;
Allers, Thorsten ;
Spohn, Gabi ;
Soppa, Joerg .
PLOS ONE, 2006, 1 (01)
[7]   DNA extraction method affects microbial community profiles from soils and sediment [J].
Carrigg, Cora ;
Rice, Olivia ;
Kavanagh, Siobhan ;
Collins, Gavin ;
O'Flaherty, Vincent .
APPLIED MICROBIOLOGY AND BIOTECHNOLOGY, 2007, 77 (04) :955-964
[8]   Binning sequences using very sparse labels within a metagenome [J].
Chan, Chon-Kit Kenneth ;
Hsu, Arthur L. ;
Halgamuge, Saman K. ;
Tang, Sen-Lin .
BMC BIOINFORMATICS, 2008, 9 (1)
[9]   Using growing self-organising maps to improve the binning process in environmental whole-genome shotgun sequencing [J].
Chan, Chon-Kit Kenneth ;
Hsu, Arthur L. ;
Tang, Sen-Lin ;
Halgamuge, Saman K. .
JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY, 2008,
[10]   CHROMOSOME REPLICATION AND DIVISION CYCLE OF ESCHERICHIA COLI B/R [J].
COOPER, S ;
HELMSTETTER, CE .
JOURNAL OF MOLECULAR BIOLOGY, 1968, 31 (03) :519-+